Jules S. Damji
064f976eb4
Added hyperparameters to the concepts section ( #21024 )
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Added hyperameters to the concetp section since it's important to explain what they are and added diagrams help readeer visualize the difference between model and hyperparameters
Signed-off-by: Jules S.Damji <jules@anyscale.com>
Co-authored-by: Jules S.Damji <jules@anyscale.com>
2021-12-13 12:21:39 +00:00
xwjiang2010
368da1742b
[tune] Enforce one future at a time for any given trial at any given time. ( #20783 )
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Also enforce disabling (instead of allowing user to override this) buffer training when checkpoint_at_end is used.
2021-12-03 08:14:12 -08:00
Kai Fricke
236951ee4c
[tune] Introduce TrialCheckpoint class, making checkpoint down/upload easie ( #20585 )
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This PR introduces a TrialCheckpoint class which is returned e.g. by ExperimentAnalysis.best_checkpoint. The class enables easy access to cloud storage locations (rather than just local directories before). It also comes with utilities to download, upload, and save trial checkpoints to local and cloud targets.
2021-11-22 14:16:26 +00:00
Antoni Baum
0b14f38ac7
[tune] Multi-objective support for Optuna ( #20489 )
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This PR adds multi-objective support for Optuna searchers, including a test and example.
Co-authored-by: gjoliver <jungong@anyscale.com>
2021-11-18 18:47:29 +00:00
Antoni Baum
3f9ded55f7
[tune] Merge Analysis into ExperimentAnalysis ( #20197 )
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Co-authored-by: Kai Fricke <kai@anyscale.com>
2021-11-16 16:47:12 +00:00
Will Drevo
fa878e2d4d
Added example to user guide for cloud checkpointing ( #20045 )
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Co-authored-by: will <will@anyscale.com>
Co-authored-by: Antoni Baum <antoni.baum@protonmail.com>
Co-authored-by: Kai Fricke <kai@anyscale.com>
2021-11-15 15:43:06 +00:00
xwjiang2010
cdf70c2900
[Tune] Remove legacy resources implementations in Runner and Executor. ( #19773 )
2021-11-12 12:33:39 -08:00
Kai Fricke
d88fdd6e38
[tune] refactor SyncConfig ( #20155 )
2021-11-12 09:36:15 +00:00
Jules S. Damji
71a162d8ab
Fixed code snippet to include config parameter and a minor typo ( #20193 )
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Signed-off-by: Jules S.Damji <jules@anyscale.com>
Co-authored-by: Jules S.Damji <jules@anyscale.com>
2021-11-11 18:37:03 +00:00
Edward Oakes
082a4af3e6
[serve] Remove lingering backend/endpoint wording in docs ( #20229 )
2021-11-10 16:49:29 -08:00
matthewdeng
790e22f9ad
[tune] move force_on_current_node to ml_utils ( #20211 )
2021-11-10 10:21:24 -08:00
Kai Fricke
9c2b8c8501
[tune] Deprecate DurableTrainable ( #19880 )
2021-11-08 20:56:07 +00:00
Amog Kamsetty
b1f24768a1
[Tune] More fixes to PTL Tutorial ( #20065 )
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* ptl-fix-2
* improve
* fix
2021-11-08 09:13:44 -08:00
Philipp Moritz
a64e32c53b
[docs] Fix broken links in documentation and add linkcheck to documentation ( #20030 )
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Co-authored-by: Richard Liaw <rliaw@berkeley.edu>
2021-11-04 13:19:43 -07:00
Amog Kamsetty
f67b526b7a
[Tune] Fix PTL tutorial docs ( #19999 )
2021-11-04 09:21:28 -07:00
Philipp Moritz
0a5942d8b0
[Documentation] Fix quotes for windows installations ( #19859 )
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* [Documentation] Fix quotes for windows installations
* update
* formatting
2021-10-29 10:54:38 -07:00
Antoni Baum
f2773267c7
[docs] Tune doc fixes ( #19791 )
2021-10-29 11:45:29 +02:00
matthewdeng
4674c78050
[Train] Rename Ray SGD v2 to Ray Train ( #19436 )
2021-10-18 22:27:46 -07:00
Antoni Baum
c7d6f838f6
[tune] Optional forcible trial cleanup, return default autofilled metrics even if Trainable doesn't report at least once ( #19144 )
2021-10-08 18:16:26 +01:00
xwjiang2010
7ffd9cbed1
[Tune] Fix column width in doc. ( #19159 )
2021-10-07 18:16:21 +01:00
Antoni Baum
27b8633198
[docs] Remove outdated note in Tune docs ( #19110 )
2021-10-07 15:42:11 +01:00
Antoni Baum
cc3199b814
[docs] Provide information about resource deadlocks, early stopping in Tune docs ( #18947 )
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Co-authored-by: Kai Fricke <krfricke@users.noreply.github.com>
2021-10-01 13:52:47 +01:00
Richard Liaw
227aa9e89b
[tune] change delimiter for results ( #16573 )
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Signed-off-by: Richard Liaw <rliaw@berkeley.edu>
Co-authored-by: Kai Fricke <kai@anyscale.com>
2021-09-28 10:03:00 +01:00
Kai Fricke
9b0d804eed
[tune] Add documentation for reproducible runs (setting seeds) ( #18849 )
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Co-authored-by: Antoni Baum <antoni.baum@protonmail.com>
2021-09-24 10:57:31 +01:00
xwjiang2010
5551cdac19
[Tune] Break from loop after warning msg is logged. ( #18720 )
2021-09-18 16:33:44 -07:00
Kai Fricke
395976c8a1
[tune] Never block for results ( #18391 )
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* [tune] Never block for results
* Fix tests
* Block in tests
* Add comment to test
2021-09-09 12:08:00 -07:00
Richard Liaw
0594deafdf
[tune] allow users to configure bootstrap for docker syncer ( #17786 )
2021-09-05 22:04:31 -07:00
xwjiang2010
01adf030ec
[Tune] Raise Error when there are insufficient resources. ( #17957 )
2021-09-03 10:49:54 -07:00
xwjiang2010
63f00843f3
[Tune] Inform users of the setup needed for uploading results to cloud. ( #18220 )
2021-08-31 10:27:50 -07:00
Ryan L. Melvin
c081c68de7
[tune] Conditional search space example using hyperopt ( #18130 )
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Co-authored-by: Ryan Melvin <rmelvin@uabmc.edu>
Co-authored-by: Antoni Baum <antoni.baum@protonmail.com>
2021-08-31 17:06:22 +02:00
Amog Kamsetty
3b77840c1b
PyTorch Lightning Updates ( #17876 )
2021-08-27 23:15:51 -07:00
xwjiang2010
0be9f06ab6
[tune] Output insufficent resources warning msg when trials are in pending for extended amount of time. ( #17533 )
2021-08-13 01:37:56 -07:00
Amog Kamsetty
be238e159d
[Tune] Update docs for with_parameters ( #17441 )
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* with_parameters_doc
* update docstring
* address comments
2021-08-05 08:48:34 -07:00
Antoni Baum
c40555c82b
[tune] Add define-by-run support to OptunaSearcher ( #17464 )
2021-08-03 16:11:58 +01:00
Kai Fricke
81d3d8705e
[tune] fix docs example for tune qloguniform ( #17539 )
2021-08-03 14:48:22 +01:00
Qingyun Wu
7678503d84
[Tune][docs]Correct reference name to CFO example ( #17503 )
2021-08-02 14:46:10 +01:00
amavilla
f2d9b1f2b9
[docs] Link broken in Tune's page ( #17394 ) ( #17407 )
2021-07-28 09:27:54 -07:00
Antoni Baum
b500a651b7
[docs] Add LightGBM Tune integration to docs ( #17304 )
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* Add LightGBM integration to docs
* Fix
2021-07-23 21:21:13 -07:00
Antoni Baum
2e37826458
[tune] Function API support for ResourceChangingScheduler ( #17150 )
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Co-authored-by: Richard Liaw <rliaw@berkeley.edu>
2021-07-21 14:14:12 -07:00
Antoni Baum
f20311f194
[tune] ResourceChangingScheduler improvements ( #17082 )
2021-07-15 15:03:27 +01:00
Antoni Baum
6e780ebf07
[tune] ResourceChangingScheduler dynamic resource allocation during tuning ( #16787 )
2021-07-14 10:45:13 +01:00
Kai Fricke
fce8fa2668
[tune] use bayesopt for quick start example (which actually converges) ( #16997 )
2021-07-12 14:50:32 +01:00
Antoni Baum
0935ec30d0
[tune] Add information about environment variables to tune.run docstring ( #16980 )
2021-07-11 17:20:17 -07:00
Amog Kamsetty
33d798f8fc
[Docs] Add e2e guide on using Pytorch Lightning with Ray ( #16484 )
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Co-authored-by: Richard Liaw <rliaw@berkeley.edu>
2021-06-19 10:04:58 -07:00
Kai Fricke
172d33be02
[tune] Use unbuffered training when checkpoint_at_end is used. ( #16504 )
2021-06-18 14:19:14 +01:00
Antoni Baum
d71ec6e874
[docs] Add examples of new features to contribute ( #16477 )
2021-06-18 00:07:03 -07:00
Qingyun Wu
dae3ac1def
[Tune] Add new searchers from FLAML ( #16329 )
2021-06-12 02:10:51 -07:00
Kai Fricke
e8f8e9f328
[tune] Adjust searcher sample bounds to match Tune API ( #15899 )
2021-06-11 14:31:08 +01:00
Amog Kamsetty
04863d158a
[Tune] MLflow with Ray Client ( #16029 )
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Co-authored-by: Richard Liaw <rliaw@berkeley.edu>
2021-06-01 09:50:44 -07:00
Amog Kamsetty
38b657cb65
[Tune] Place remote tune.run on node running the client server ( #16034 )
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* force placement on persistent node
* address comments
* doc
2021-05-28 18:32:57 -07:00
